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[] Udemy - Mathematical Foundations of Machine Learning

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文件列表

  1. 08 - Automatic Differentiation/006 Machine Learning with Autodiff.mp4 213MB
  2. 04 - Eigenvectors and Eigenvalues/004 Eigenvectors and Eigenvalues.mp4 202MB
  3. 09 - Partial Derivative Calculus/002 What Partial Derivatives Are.mp4 180MB
  4. 09 - Partial Derivative Calculus/013 The Gradient of Mean Squared Error.mp4 166MB
  5. 09 - Partial Derivative Calculus/001 Segment Intro.mp4 135MB
  6. 05 - Matrix Operations for Machine Learning/005 Regression with the Pseudoinverse.mp4 134MB
  7. 01 - Data Structures for Linear Algebra/002 What Linear Algebra Is.mp4 133MB
  8. 08 - Automatic Differentiation/005 The Line Equation as a Tensor Graph.mp4 117MB
  9. 06 - Limits/007 Calculating Limits.mp4 102MB
  10. 04 - Eigenvectors and Eigenvalues/001 Segment Intro.mp4 102MB
  11. 05 - Matrix Operations for Machine Learning/004 The Moore-Penrose Pseudoinverse.mp4 98MB
  12. 05 - Matrix Operations for Machine Learning/003 Data Compression with SVD.mp4 97MB
  13. 04 - Eigenvectors and Eigenvalues/003 Affine Transformations.mp4 96MB
  14. 01 - Data Structures for Linear Algebra/006 Scalars.mp4 92MB
  15. 09 - Partial Derivative Calculus/010 Point-by-Point Regression.mp4 91MB
  16. 04 - Eigenvectors and Eigenvalues/008 Determinants and Eigenvalues.mp4 89MB
  17. 04 - Eigenvectors and Eigenvalues/009 Eigendecomposition.mp4 84MB
  18. 05 - Matrix Operations for Machine Learning/002 Singular Value Decomposition.mp4 77MB
  19. 04 - Eigenvectors and Eigenvalues/010 Eigenvector and Eigenvalue Applications.mp4 76MB
  20. 06 - Limits/005 Calculus of the Infinitesimals.mp4 75MB
  21. 03 - Matrix Properties/006 Matrix Inversion.mp4 75MB
  22. 09 - Partial Derivative Calculus/012 Descending the Gradient of Cost.mp4 72MB
  23. 03 - Matrix Properties/003 Matrix Multiplication.mp4 70MB
  24. 06 - Limits/006 Calculus Applications.mp4 70MB
  25. 07 - Derivatives and Differentiation/003 How Derivatives Arise from Limits.mp4 66MB
  26. 01 - Data Structures for Linear Algebra/008 Norms and Unit Vectors.mp4 65MB
  27. 05 - Matrix Operations for Machine Learning/007 Principal Component Analysis (PCA).mp4 65MB
  28. 01 - Data Structures for Linear Algebra/003 Plotting a System of Linear Equations.mp4 57MB
  29. 09 - Partial Derivative Calculus/011 The Gradient of Quadratic Cost.mp4 54MB
  30. 04 - Eigenvectors and Eigenvalues/006 Determinants of Larger Matrices.mp4 54MB
  31. 06 - Limits/004 The Method of Exhaustion.mp4 54MB
  32. 06 - Limits/002 Intro to Differential Calculus.mp4 52MB
  33. 01 - Data Structures for Linear Algebra/007 Vectors and Vector Transposition.mp4 49MB
  34. 03 - Matrix Properties/009 Orthogonal Matrix Exercises.mp4 47MB
  35. 07 - Derivatives and Differentiation/002 The Delta Method.mp4 46MB
  36. 04 - Eigenvectors and Eigenvalues/005 Matrix Determinants.mp4 45MB
  37. 01 - Data Structures for Linear Algebra/010 Matrix Tensors.mp4 45MB
  38. 09 - Partial Derivative Calculus/005 Advanced Partial Derivatives.mp4 44MB
  39. 05 - Matrix Operations for Machine Learning/006 The Trace Operator.mp4 39MB
  40. 07 - Derivatives and Differentiation/013 Advanced Exercises on Derivative Rules.mp4 39MB
  41. 01 - Data Structures for Linear Algebra/004 Linear Algebra Exercise.mp4 38MB
  42. 10 - Integral Calculus/005 What Integral Calculus Is.mp4 37MB
  43. 07 - Derivatives and Differentiation/009 Exercises on Derivative Rules.mp4 32MB
  44. 05 - Matrix Operations for Machine Learning/008 Resources for Further Study of Linear Algebra.mp4 32MB
  45. 06 - Limits/008 Exercises on Limits.mp4 30MB
  46. 09 - Partial Derivative Calculus/015 Higher-Order Partial Derivatives.mp4 30MB
  47. 02 - Tensor Operations/009 Visualizing Linear Systems.mp4 30MB
  48. 09 - Partial Derivative Calculus/004 Calculating Partial Derivatives with Autodiff.mp4 29MB
  49. 04 - Eigenvectors and Eigenvalues/007 Determinant Exercises.mp4 27MB
  50. 01 - Data Structures for Linear Algebra/011 Generic Tensor Notation.mp4 27MB
  51. 09 - Partial Derivative Calculus/003 Partial Derivative Exercises.mp4 27MB
  52. 06 - Limits/001 Segment Intro.mp4 24MB
  53. 09 - Partial Derivative Calculus/014 Backpropagation.mp4 23MB
  54. 07 - Derivatives and Differentiation/014 The Power Rule on a Function Chain.mp4 19MB
  55. 09 - Partial Derivative Calculus/008 The Chain Rule for Partial Derivatives.mp4 19MB
  56. 04 - Eigenvectors and Eigenvalues/002 Applying Matrices.mp4 19MB
  57. 10 - Integral Calculus/004 The Receiver-Operating Characteristic (ROC) Curve.mp4 18MB
  58. 02 - Tensor Operations/003 Basic Tensor Arithmetic, incl. the Hadamard Product.mp4 18MB
  59. 02 - Tensor Operations/008 Solving Linear Systems with Elimination.mp4 18MB
  60. 07 - Derivatives and Differentiation/012 The Chain Rule.mp4 17MB
  61. 10 - Integral Calculus/010 Definite Integral Exercise.mp4 17MB
  62. 10 - Integral Calculus/002 Binary Classification.mp4 16MB
  63. 02 - Tensor Operations/005 The Dot Product.mp4 16MB
  64. 06 - Limits/003 Intro to Integral Calculus.mp4 16MB
  65. 05 - Matrix Operations for Machine Learning/001 Segment Intro.mp4 16MB
  66. 03 - Matrix Properties/002 The Frobenius Norm.mp4 16MB
  67. 08 - Automatic Differentiation/003 Autodiff with PyTorch.mp4 15MB
  68. 02 - Tensor Operations/007 Solving Linear Systems with Substitution.mp4 15MB
  69. 09 - Partial Derivative Calculus/006 Advanced Partial-Derivative Exercises.mp4 14MB
  70. 09 - Partial Derivative Calculus/009 Exercises on the Multivariate Chain Rule.mp4 14MB
  71. 10 - Integral Calculus/009 Numeric Integration with Python.mp4 13MB
  72. 02 - Tensor Operations/006 Exercises on Tensor Operations.mp4 13MB
  73. 08 - Automatic Differentiation/002 What Automatic Differentiation Is.mp4 12MB
  74. 10 - Integral Calculus/008 Definite Integrals.mp4 12MB
  75. 07 - Derivatives and Differentiation/004 Derivative Notation.mp4 12MB
  76. 03 - Matrix Properties/005 Matrix Multiplication Exercises.mp4 12MB
  77. 08 - Automatic Differentiation/004 Autodiff with TensorFlow.mp4 11MB
  78. 03 - Matrix Properties/008 Orthogonal Matrices.mp4 11MB
  79. 02 - Tensor Operations/002 Tensor Transposition.mp4 10MB
  80. 07 - Derivatives and Differentiation/010 The Product Rule.mp4 10MB
  81. 07 - Derivatives and Differentiation/005 The Derivative of a Constant.mp4 9MB
  82. 01 - Data Structures for Linear Algebra/009 Basis, Orthogonal, and Orthonormal Vectors.mp4 9MB
  83. 07 - Derivatives and Differentiation/011 The Quotient Rule.mp4 9MB
  84. 01 - Data Structures for Linear Algebra/005 Tensors.mp4 9MB
  85. 10 - Integral Calculus/006 The Integral Calculus Rules.mp4 9MB
  86. 03 - Matrix Properties/004 Symmetric and Identity Matrices.mp4 9MB
  87. 07 - Derivatives and Differentiation/008 The Sum Rule.mp4 9MB
  88. 03 - Matrix Properties/007 Diagonal Matrices.mp4 8MB
  89. 10 - Integral Calculus/011 Finding the Area Under the ROC Curve.mp4 8MB
  90. 02 - Tensor Operations/004 Tensor Reduction.mp4 8MB
  91. 10 - Integral Calculus/013 More Lectures are on their Way_.mp4 8MB
  92. 10 - Integral Calculus/012 Resources for the Further Study of Calculus.mp4 8MB
  93. 07 - Derivatives and Differentiation/007 The Constant Multiple Rule.mp4 7MB
  94. 01 - Data Structures for Linear Algebra/012 Exercises on Algebra Data Structures.mp4 6MB
  95. 09 - Partial Derivative Calculus/016 Exercise on Higher-Order Partial Derivatives.mp4 6MB
  96. 10 - Integral Calculus/007 Indefinite Integral Exercises.mp4 5MB
  97. 09 - Partial Derivative Calculus/007 Partial Derivative Notation.mp4 4MB
  98. 10 - Integral Calculus/001 Segment Intro.mp4 4MB
  99. 10 - Integral Calculus/003 The Confusion Matrix.mp4 4MB
  100. 03 - Matrix Properties/001 Segment Intro.mp4 3MB
  101. 08 - Automatic Differentiation/001 Segment Intro.mp4 3MB
  102. 07 - Derivatives and Differentiation/006 The Power Rule.mp4 3MB
  103. 07 - Derivatives and Differentiation/001 Segment Intro.mp4 2MB
  104. 02 - Tensor Operations/001 Segment Intro.mp4 2MB
  105. 08 - Automatic Differentiation/006 Machine Learning with Autodiff_en.srt 47KB
  106. 09 - Partial Derivative Calculus/002 What Partial Derivatives Are_en.srt 35KB
  107. 09 - Partial Derivative Calculus/013 The Gradient of Mean Squared Error_en.srt 32KB
  108. 03 - Matrix Properties/003 Matrix Multiplication_en.srt 29KB
  109. 09 - Partial Derivative Calculus/001 Segment Intro_en.srt 29KB
  110. 04 - Eigenvectors and Eigenvalues/004 Eigenvectors and Eigenvalues_en.srt 28KB
  111. 01 - Data Structures for Linear Algebra/002 What Linear Algebra Is_en.srt 28KB
  112. 08 - Automatic Differentiation/005 The Line Equation as a Tensor Graph_en.srt 24KB
  113. 05 - Matrix Operations for Machine Learning/005 Regression with the Pseudoinverse_en.srt 22KB
  114. 04 - Eigenvectors and Eigenvalues/001 Segment Intro_en.srt 21KB
  115. 04 - Eigenvectors and Eigenvalues/003 Affine Transformations_en.srt 21KB
  116. 06 - Limits/007 Calculating Limits_en.srt 21KB
  117. 03 - Matrix Properties/006 Matrix Inversion_en.srt 20KB
  118. 09 - Partial Derivative Calculus/010 Point-by-Point Regression_en.srt 19KB
  119. 09 - Partial Derivative Calculus/011 The Gradient of Quadratic Cost_en.srt 18KB
  120. 07 - Derivatives and Differentiation/002 The Delta Method_en.srt 18KB
  121. 09 - Partial Derivative Calculus/012 Descending the Gradient of Cost_en.srt 17KB
  122. 09 - Partial Derivative Calculus/005 Advanced Partial Derivatives_en.srt 17KB
  123. 01 - Data Structures for Linear Algebra/008 Norms and Unit Vectors_en.srt 17KB
  124. 03 - Matrix Properties/009 Orthogonal Matrix Exercises_en.srt 16KB
  125. 04 - Eigenvectors and Eigenvalues/008 Determinants and Eigenvalues_en.srt 16KB
  126. 09 - Partial Derivative Calculus/015 Higher-Order Partial Derivatives_en.srt 16KB
  127. 01 - Data Structures for Linear Algebra/006 Scalars_en.srt 16KB
  128. 06 - Limits/002 Intro to Differential Calculus_en.srt 16KB
  129. 07 - Derivatives and Differentiation/003 How Derivatives Arise from Limits_en.srt 15KB
  130. 07 - Derivatives and Differentiation/009 Exercises on Derivative Rules_en.srt 15KB
  131. 05 - Matrix Operations for Machine Learning/004 The Moore-Penrose Pseudoinverse_en.srt 14KB
  132. 02 - Tensor Operations/008 Solving Linear Systems with Elimination_en.srt 14KB
  133. 07 - Derivatives and Differentiation/013 Advanced Exercises on Derivative Rules_en.srt 14KB
  134. 04 - Eigenvectors and Eigenvalues/010 Eigenvector and Eigenvalue Applications_en.srt 14KB
  135. 02 - Tensor Operations/009 Visualizing Linear Systems_en.srt 13KB
  136. 01 - Data Structures for Linear Algebra/007 Vectors and Vector Transposition_en.srt 13KB
  137. 04 - Eigenvectors and Eigenvalues/009 Eigendecomposition_en.srt 13KB
  138. 10 - Integral Calculus/004 The Receiver-Operating Characteristic (ROC) Curve_en.srt 13KB
  139. 05 - Matrix Operations for Machine Learning/003 Data Compression with SVD_en.srt 12KB
  140. 10 - Integral Calculus/002 Binary Classification_en.srt 12KB
  141. 02 - Tensor Operations/007 Solving Linear Systems with Substitution_en.srt 12KB
  142. 06 - Limits/005 Calculus of the Infinitesimals_en.srt 11KB
  143. 01 - Data Structures for Linear Algebra/003 Plotting a System of Linear Equations_en.srt 11KB
  144. 05 - Matrix Operations for Machine Learning/002 Singular Value Decomposition_en.srt 11KB
  145. 06 - Limits/006 Calculus Applications_en.srt 11KB
  146. 09 - Partial Derivative Calculus/008 The Chain Rule for Partial Derivatives_en.srt 10KB
  147. 05 - Matrix Operations for Machine Learning/007 Principal Component Analysis (PCA)_en.srt 10KB
  148. 01 - Data Structures for Linear Algebra/010 Matrix Tensors_en.srt 10KB
  149. 04 - Eigenvectors and Eigenvalues/006 Determinants of Larger Matrices_en.srt 10KB
  150. 04 - Eigenvectors and Eigenvalues/005 Matrix Determinants_en.srt 9KB
  151. 04 - Eigenvectors and Eigenvalues/002 Applying Matrices_en.srt 8KB
  152. 03 - Matrix Properties/005 Matrix Multiplication Exercises_en.srt 8KB
  153. 01 - Data Structures for Linear Algebra/011 Generic Tensor Notation_en.srt 8KB
  154. 09 - Partial Derivative Calculus/014 Backpropagation_en.srt 8KB
  155. 06 - Limits/004 The Method of Exhaustion_en.srt 8KB
  156. 10 - Integral Calculus/008 Definite Integrals_en.srt 8KB
  157. 07 - Derivatives and Differentiation/012 The Chain Rule_en.srt 8KB
  158. 10 - Integral Calculus/006 The Integral Calculus Rules_en.srt 7KB
  159. 09 - Partial Derivative Calculus/003 Partial Derivative Exercises_en.srt 7KB
  160. 08 - Automatic Differentiation/003 Autodiff with PyTorch_en.srt 7KB
  161. 09 - Partial Derivative Calculus/006 Advanced Partial-Derivative Exercises_en.srt 7KB
  162. 10 - Integral Calculus/005 What Integral Calculus Is_en.srt 7KB
  163. 06 - Limits/008 Exercises on Limits_en.srt 7KB
  164. 05 - Matrix Operations for Machine Learning/008 Resources for Further Study of Linear Algebra_en.srt 7KB
  165. 09 - Partial Derivative Calculus/004 Calculating Partial Derivatives with Autodiff_en.srt 7KB
  166. 02 - Tensor Operations/003 Basic Tensor Arithmetic, incl. the Hadamard Product_en.srt 7KB
  167. 01 - Data Structures for Linear Algebra/004 Linear Algebra Exercise_en.srt 6KB
  168. 09 - Partial Derivative Calculus/009 Exercises on the Multivariate Chain Rule_en.srt 6KB
  169. 02 - Tensor Operations/005 The Dot Product_en.srt 6KB
  170. 03 - Matrix Properties/008 Orthogonal Matrices_en.srt 6KB
  171. 10 - Integral Calculus/009 Numeric Integration with Python_en.srt 6KB
  172. 07 - Derivatives and Differentiation/014 The Power Rule on a Function Chain_en.srt 6KB
  173. 03 - Matrix Properties/002 The Frobenius Norm_en.srt 6KB
  174. 08 - Automatic Differentiation/002 What Automatic Differentiation Is_en.srt 6KB
  175. 05 - Matrix Operations for Machine Learning/006 The Trace Operator_en.srt 6KB
  176. 03 - Matrix Properties/004 Symmetric and Identity Matrices_en.srt 6KB
  177. 01 - Data Structures for Linear Algebra/009 Basis, Orthogonal, and Orthonormal Vectors_en.srt 6KB
  178. 10 - Integral Calculus/010 Definite Integral Exercise_en.srt 5KB
  179. 04 - Eigenvectors and Eigenvalues/007 Determinant Exercises_en.srt 5KB
  180. 07 - Derivatives and Differentiation/004 Derivative Notation_en.srt 5KB
  181. 10 - Integral Calculus/012 Resources for the Further Study of Calculus_en.srt 5KB
  182. 07 - Derivatives and Differentiation/011 The Quotient Rule_en.srt 5KB
  183. 07 - Derivatives and Differentiation/010 The Product Rule_en.srt 4KB
  184. 08 - Automatic Differentiation/004 Autodiff with TensorFlow_en.srt 4KB
  185. 06 - Limits/001 Segment Intro_en.srt 4KB
  186. 10 - Integral Calculus/011 Finding the Area Under the ROC Curve_en.srt 4KB
  187. 02 - Tensor Operations/002 Tensor Transposition_en.srt 4KB
  188. 09 - Partial Derivative Calculus/016 Exercise on Higher-Order Partial Derivatives_en.srt 4KB
  189. 05 - Matrix Operations for Machine Learning/001 Segment Intro_en.srt 4KB
  190. 02 - Tensor Operations/004 Tensor Reduction_en.srt 4KB
  191. 07 - Derivatives and Differentiation/007 The Constant Multiple Rule_en.srt 4KB
  192. 10 - Integral Calculus/007 Indefinite Integral Exercises_en.srt 4KB
  193. 03 - Matrix Properties/007 Diagonal Matrices_en.srt 4KB
  194. 10 - Integral Calculus/001 Segment Intro_en.srt 3KB
  195. 10 - Integral Calculus/003 The Confusion Matrix_en.srt 3KB
  196. 01 - Data Structures for Linear Algebra/005 Tensors_en.srt 3KB
  197. 06 - Limits/003 Intro to Integral Calculus_en.srt 3KB
  198. 09 - Partial Derivative Calculus/007 Partial Derivative Notation_en.srt 3KB
  199. 07 - Derivatives and Differentiation/008 The Sum Rule_en.srt 3KB
  200. 02 - Tensor Operations/006 Exercises on Tensor Operations_en.srt 3KB
  201. 03 - Matrix Properties/001 Segment Intro_en.srt 3KB
  202. 01 - Data Structures for Linear Algebra/012 Exercises on Algebra Data Structures_en.srt 3KB
  203. 01 - Data Structures for Linear Algebra/001 Introduction.html 3KB
  204. 08 - Automatic Differentiation/001 Segment Intro_en.srt 2KB
  205. 07 - Derivatives and Differentiation/005 The Derivative of a Constant_en.srt 2KB
  206. 02 - Tensor Operations/001 Segment Intro_en.srt 2KB
  207. 07 - Derivatives and Differentiation/001 Segment Intro_en.srt 2KB
  208. 07 - Derivatives and Differentiation/006 The Power Rule_en.srt 1KB
  209. 10 - Integral Calculus/013 More Lectures are on their Way__en.srt 612B
  210. 01 - Data Structures for Linear Algebra/[Tutorialsplanet.NET].url 128B
  211. [Tutorialsplanet.NET].url 128B
  212. 01 - Data Structures for Linear Algebra/external-assets-links.txt 70B